Iframe & YouTube video in Joomla JCE Editor

When using JCE Editor (let's admit, we all do), you will find yourself in trouble sometimes, as JCE will be cleaning up your HTML code and clear iframe code, even if you have followed the steps in how to allow YouTube videos in Joomla articles which describes, how to configure Joomla to allow code inserted in articles.